دانلود کتاب Artificial Intelligence in Games

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Cover
Half Title
Title Page
Copyright Page
Contents
Chapter 1: Introduction
About the Author
Who Is this Book for?
How to Read this Book
Accompanying Framework
What Is Game AI?
Game AI and Game Genres
Chapter 2: Math
What Is a Vector?
Dot Product
Rotation
Math – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 3: Steering Behaviours
Steering Forces
Combining Behaviours
Group Behaviours
Final Thoughts
Steering Behaviours – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 4: Terrain Analysis
Influence Maps
Heat Maps
Cell Granularity
Final Thoughts
Terrain Analysis – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 5: Pathfinding
Spatial Representation
Pathfinding
Final Thoughts
Pathfinding – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 6: Decision-Making
Finite State Machine
Fuzzy State Machine
Stack-Based FSM
Behaviour Trees
Final Thoughts
Decision-Making – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 7: Fuzzy Logic
Sets
Fuzzy Sets
Fuzzy Rules
Defuzzification
Final Thoughts
Fuzzy Logic – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 8: Chess AI
Minimax Algorithm
Alphabeta Pruning
Evaluation Functions
Final Thoughts
Chess AI – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 9: Genetic Algorithms
Initial Population
Encoding
Fitness
Selection
Crossover
Mutation
Final Thoughts
Genetic Algorithms – Practical
Project Overview
Step-By-Step Guide
Future Work
Chapter 10: Neural Networks
Biology
Single-Layer Perceptron
Multi-Layer Perceptron
Learning
Game Example: Snake
Final Thoughts
Neural Networks – Practical
Project Overview
Step-By-Step Guide
Future Work
Index